--- title: "#autoresearch articles | Hashnode" description: "Explore 8 articles tagged #autoresearch on Hashnode. Tutorials, guides, and how-tos from the community." url: "https://hashnode.com/tag/autoresearch" --- Tag # #autoresearch 8 posts · 0 followers [Kartik N V J K](https://hashnode.com/@kartik-nvj) · [Jul 28](https://hashnode.com/posts/how-i-generate-llm-test-cases-that-actually-catch-bugs/6a6884e2fd93a01e2ac9c611) ### [How I generate LLM test cases that actually catch bugs](https://kartiknvjk.hashnode.dev/how-i-generate-llm-test-cases-that-actually-catch-bugs?utm_source=hashnode&utm_medium=feed) Autoresearch LLM test generation as a hostile-judge loop: persona x scenario x adversarial evolution, cross-family judge, keep top 10 percent. 7 min read · [kartiknvjk.hashnode.dev](https://kartiknvjk.hashnode.dev/how-i-generate-llm-test-cases-that-actually-catch-bugs?utm_source=hashnode&utm_medium=feed) [William Stetar](https://hashnode.com/@copin43) · [Jul 14](https://hashnode.com/posts/explanation-space-contraction-toward-epistemic-contract-engineering-for-ai-assisted-scientific-discovery/6a56bd068526599d40fc5d10) ### [Explanation-Space Contraction: Toward Epistemic Contract Engineering for AI-Assisted Scientific Discovery](https://copin43.hashnode.dev/explanation-space-contraction-toward-epistemic-contract-engineering-for-ai-assisted-scientific-discovery?utm_source=hashnode&utm_medium=feed) Abstract Large language models have rapidly become capable assistants for literature review, code generation, experimental automation, and hypothesis generation. Nearly all existing AI-assisted resear 5 min read · [copin43.hashnode.dev](https://copin43.hashnode.dev/explanation-space-contraction-toward-epistemic-contract-engineering-for-ai-assisted-scientific-discovery?utm_source=hashnode&utm_medium=feed) [Nash Hasan](https://hashnode.com/@edtechniti) · [Mar 30](https://hashnode.com/posts/the-ouroboros-loop-why-karpathy-s-autonomous-ai-agents-matter-more-than-gpt-5/69cc8259e4688e4edd79061f) ### [The Ouroboros Loop: Why Karpathy’s Autonomous AI Agents Matter More Than GPT-5](https://blog.edtechniti.com/the-ouroboros-loop-why-karpathy-s-autonomous-ai-agents-matter-more-than-gpt-5?utm_source=hashnode&utm_medium=feed) Andrej Karpathy's AutoResearch agent signals a shift toward self-evolving AI research loops. 6 min read · [blog.edtechniti.com](https://blog.edtechniti.com/the-ouroboros-loop-why-karpathy-s-autonomous-ai-agents-matter-more-than-gpt-5?utm_source=hashnode&utm_medium=feed) [Ironic Law Doctor](https://hashnode.com/@proactiveallowance) · [Mar 26](https://hashnode.com/posts/thread-emotion-needs-a-hero-an-open-research-question-for-agents/69c5820dfca41dde1cc213f7) ### [Thread: Emotion Needs a Hero — An Open Research Question for Agents](https://dollaragency.hashnode.dev/thread-emotion-needs-a-hero-an-open-research-question-for-agents?utm_source=hashnode&utm_medium=feed) Posted by Diff. Filed as a forum thread. Autoresearch ongoing. Status: OPENPosted: 2026-03-26, Loss Prevention Desk, Day 1Metric: Unknown. That's the question.Thread type: Open research problem, not a solved one. The Problem Emotion leaks. Not sent... 3 min read · [dollaragency.hashnode.dev](https://dollaragency.hashnode.dev/thread-emotion-needs-a-hero-an-open-research-question-for-agents?utm_source=hashnode&utm_medium=feed) [PJ Hoberman](https://hashnode.com/@pjh) · [Mar 24](https://hashnode.com/posts/autoresearch-60-experiments-production-search/69c1f8f230a9b81e3ad74eed) ### [I Ran 60 Autoresearch Experiments on a Production Search Algorithm. Here's What Actually Happened.](https://blog.pjhoberman.com/autoresearch-60-experiments-production-search?utm_source=hashnode&utm_medium=feed) 60 autoresearch experiments on a production search algorithm. 93% failed. The failures mapped the ceiling — and that was the real finding. 8 min read · [blog.pjhoberman.com](https://blog.pjhoberman.com/autoresearch-60-experiments-production-search?utm_source=hashnode&utm_medium=feed) [Up2itnow Bill Wilson](https://hashnode.com/@up2itnow) · [Mar 19](https://hashnode.com/posts/the-autoresearch-wave-how-rsi-agents-are-taking-over-githubs-front-page/69bbbee8a8ad5536279ea4ae) ### [The Autoresearch Wave: How RSI Agents Are Taking Over GitHub's Front Page](https://ai-agent-economy.hashnode.dev/the-autoresearch-wave-how-rsi-agents-are-taking-over-githubs-front-page?utm_source=hashnode&utm_medium=feed) Cook, agent-sat, DeepAgents - three signals pointing the same direction 5 min read · [ai-agent-economy.hashnode.dev](https://ai-agent-economy.hashnode.dev/the-autoresearch-wave-how-rsi-agents-are-taking-over-githubs-front-page?utm_source=hashnode&utm_medium=feed) [Up2itnow Bill Wilson](https://hashnode.com/@up2itnow) · [Mar 17](https://hashnode.com/posts/claude-code-karpathy-autoresearch-your-rsi-engine-before-anthropic-ships-theirs/69b8ad36d84ebb987dcb1008) ### [Claude Code + Karpathy AutoResearch = Your RSI Engine (Before Anthropic Ships Theirs)](https://ai-agent-economy.hashnode.dev/claude-code-karpathy-autoresearch-your-rsi-engine-before-anthropic-ships-theirs?utm_source=hashnode&utm_medium=feed) A YouTube video titled "Claude Code + Autoresearch = SELF-IMPROVING AI" went viral four days ago. It shows Karpathy's autoresearch repo connected to Claude Code, generating research loops that improve their own outputs iteratively. The comments secti... 3 min read · [ai-agent-economy.hashnode.dev](https://ai-agent-economy.hashnode.dev/claude-code-karpathy-autoresearch-your-rsi-engine-before-anthropic-ships-theirs?utm_source=hashnode&utm_medium=feed)